The luminosity function and clustering of bright quasars in the <scp>flamingo</scp> cosmological simulations

ABSTRACT Cosmological hydrodynamical simulations are essential tools for studying the formation and evolution of galaxies and their central supermassive black holes. While they reproduce many key observed properties of galaxies, their limited volumes have hindered comprehensive studies of the active galactic nucleus and quasar populations. In this work, we leverage the flamingo (Full-hydro Large-scale structure simulations with All-sky Mapping for the Interpretation of Next Generation Observations) simulation suite, focusing on its large $(2.8\, \mathrm{Gpc})^3$ volume, to investigate two key observables of quasar activity: the quasar luminosity function (QLF) and quasar clustering. flamingo reproduces the observed QLF at low redshift ($z \lesssim 1$) and for faint quasars ($L_\mathrm{bol} \lesssim 10^{45}\, \mathrm{erg\, s^{-1}}$), but significantly underpredicts the abundance of bright quasars at $z \approx 1$–3. Introducing a 0.75 dex lognormal luminosity scatter to represent unresolved small-scale variability boosts the number of bright quasars by upscattering lower luminosity systems, thereby improving agreement with observations at the bright end. A decomposition of the QLF by black hole mass reveals that this boost is primarily driven by low-mass black holes radiating above the Eddington limit. Nevertheless, limitations remain in fully reproducing the rise and decline of the bright quasar population over cosmic time and in matching the black hole masses inferred from quasar spectra. Thanks to flamingo’s large volume, we can robustly sample rare, luminous quasars and measure their spatial clustering for $\log _{10} L_\mathrm{bol}/{\rm erg}\, {\rm s}^{-1}\gtrsim 45.5$. The simulation reproduces the observed clustering across $0 \lesssim z \lesssim 3$, and the reduced luminosity dependence introduced by scatter aligns with observational trends. However, it underpredicts the clustering strength at $z \approx 4$, consistent with other models and possibly reflecting high-redshift observational uncertainties.

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Journal
Monthly Notices of the Royal Astronomical Society
Published
2026-02-13
DOI
https://doi.org/10.1093/mnras/stag308
Primary Topic
Galaxies: Formation, Evolution, Phenomena
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article
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article

The luminosity function and clustering of bright quasars in the flamingo cosmological simulations

Boyi Ding, Elia Pizzati, J. F. Hennawi, Joop Schaye et al.
Monthly Notices of the Royal Astronomical Society
Galaxies: Formation, Evolution, Phenomena
article

The luminosity function and clustering of bright quasars in the flamingo cosmological simulations

Boyi Ding, Elia Pizzati, J. F. Hennawi, Joop Schaye, William McDonald, Matthieu Schaller
article en

Abstract

ABSTRACT Cosmological hydrodynamical simulations are essential tools for studying the formation and evolution of galaxies and their central supermassive black holes. While they reproduce many key observed properties of galaxies, their limited volumes have hindered comprehensive studies of the active galactic nucleus and quasar populations. In this work, we leverage the flamingo (Full-hydro Large-scale structure simulations with All-sky Mapping for the Interpretation of Next Generation Observations) simulation suite, focusing on its large $(2.8\, \mathrm{Gpc})^3$ volume, to investigate two key observables of quasar activity: the quasar luminosity function (QLF) and quasar clustering. flamingo reproduces the observed QLF at low redshift ($z \lesssim 1$) and for faint quasars ($L_\mathrm{bol} \lesssim 10^{45}\, \mathrm{erg\, s^{-1}}$), but significantly underpredicts the abundance of bright quasars at $z \approx 1$–3. Introducing a 0.75 dex lognormal luminosity scatter to represent unresolved small-scale variability boosts the number of bright quasars by upscattering lower luminosity systems, thereby improving agreement with observations at the bright end. A decomposition of the QLF by black hole mass reveals that this boost is primarily driven by low-mass black holes radiating above the Eddington limit. Nevertheless, limitations remain in fully reproducing the rise and decline of the bright quasar population over cosmic time and in matching the black hole masses inferred from quasar spectra. Thanks to flamingo’s large volume, we can robustly sample rare, luminous quasars and measure their spatial clustering for $\log _{10} L_\mathrm{bol}/{\rm erg}\, {\rm s}^{-1}\gtrsim 45.5$. The simulation reproduces the observed clustering across $0 \lesssim z \lesssim 3$, and the reduced luminosity dependence introduced by scatter aligns with observational trends. However, it underpredicts the clustering strength at $z \approx 4$, consistent with other models and possibly reflecting high-redshift observational uncertainties.

Monthly Notices of the Royal Astronomical SocietyVol. 547(2)
Leiden University (NL), University of California, Santa Barbara (US), Mount Stromlo Observatory (AU), Instituto de Física Teórica (ES), Center for Astrophysics Harvard & Smithsonian (US)
Openalex Percentile: Top 54%
Galaxies: Formation, Evolution, Phenomena
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